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Judge tuning (5/5): Add reference prices and usage docs - #136

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ErlisLushtaku wants to merge 38 commits into
erlislushtaku/feat/tune-judgefrom
erlislushtaku/feat/judge-tuning-04-usage
Open

ErlisLushtaku wants to merge 38 commits into
erlislushtaku/feat/tune-judgefrom
erlislushtaku/feat/judge-tuning-04-usage

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@ErlisLushtaku

@ErlisLushtaku ErlisLushtaku commented Oct 7, 2026 •

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Adds automatic judge prices, the tuning example and the usage docs.

  • A searched model without an entry in tune_judge.price_per_million_tokens gets its rate from the OpenRouter model catalog, for any backend. An override takes precedence and is either one rate or separate input/output rates. The rates are estimates for comparison, not what a provider charges.
  • The catalog is only fetched for cost runs, as free metadata saved to {store_root}/openrouter_pricing.json. It can be prefetched on the login node, since compute nodes have no internet. Resolved rates are frozen in the run's prices.json, so resuming and helper workers don't fetch again and prices don't change mid-run.
  • A model with no catalog match and no override stops the run before evaluation.
  • The README gets a "Tuning a judge" section, and configs/tune_judge.yaml is an example with categorical and continuous parameters.

Merge order: #138 → #135 → #140 → #133 → #136.

@ErlisLushtaku ErlisLushtaku changed the title WIP: Judge tuning (4/4): Add configuration examples and usage docs WIP: Judge tuning (5/5): Add configuration examples and usage docs Oct 9, 2026
@ErlisLushtaku
ErlisLushtaku changed the base branch from erlislushtaku/feat/tune-judge to erlislushtaku/feat/judge-tuning-reference-prices October 9, 2026 07:55
@ErlisLushtaku ErlisLushtaku changed the title WIP: Judge tuning (5/5): Add configuration examples and usage docs WIP: Judge tuning (6/6): Add configuration examples and usage docs Oct 9, 2026
@ErlisLushtaku ErlisLushtaku changed the title WIP: Judge tuning (6/6): Add configuration examples and usage docs WIP: Judge tuning (5/5): Add reference prices and usage docs Oct 13, 2026
@ErlisLushtaku
ErlisLushtaku changed the base branch from erlislushtaku/feat/judge-tuning-reference-prices to erlislushtaku/feat/tune-judge October 13, 2026 12:07
@ErlisLushtaku ErlisLushtaku changed the title WIP: Judge tuning (5/5): Add reference prices and usage docs Judge tuning (5/5): Add reference prices and usage docs Oct 13, 2026
@ErlisLushtaku
ErlisLushtaku marked this pull request as ready for review October 13, 2026 12:51
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